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The increasing complexity of LLMs presents significant challenges to their transparency and interpretability, necessitating the use of eXplainable AI (XAI) techniques to enhance trustworthiness and usability. This study introduces a…

计算与语言 · 计算机科学 2025-04-09 Melkamu Abay Mersha , Mesay Gemeda Yigezu , Hassan Shakil , Ali K. AlShami , Sanghyun Byun , Jugal Kalita

In IoT-based critical sectors, 5G can provide more rapid connection speeds, lower latency, faster downloads, and capability to connect more devices due to the introduction of new dynamics such as softwarization and virtualization.…

密码学与安全 · 计算机科学 2024-06-06 Habtamu Abie , Sandeep Pirbhulal

The widespread adoption of cloud computing, edge, and IoT has increased the attack surface for cyber threats. This is due to the large-scale deployment of often unsecured, heterogeneous devices with varying hardware and software…

密码学与安全 · 计算机科学 2024-07-23 Simone Magnani , Liubov Nedoshivina , Roberto Doriguzzi-Corin , Stefano Braghin , Domenico Siracusa

Industry 5.0, which focuses on human and Artificial Intelligence (AI) collaboration for performing different tasks in manufacturing, involves a higher number of robots, Internet of Things (IoTs) devices and interconnections,…

密码学与安全 · 计算机科学 2024-08-08 Naseem Khan , Kashif Ahmad , Aref Al Tamimi , Mohammed M. Alani , Amine Bermak , Issa Khalil

Machine learning (ML) on graph-structured data has recently received deepened interest in the context of intrusion detection in the cybersecurity domain. Due to the increasing amounts of data generated by monitoring tools as well as more…

密码学与安全 · 计算机科学 2023-08-25 Anna Himmelhuber , Dominik Dold , Stephan Grimm , Sonja Zillner , Thomas Runkler

Explainable Artificial Intelligence (XAI) has aided machine learning (ML) researchers with the power of scrutinizing the decisions of the black-box models. XAI methods enable looking deep inside the models' behavior, eventually generating…

密码学与安全 · 计算机科学 2025-10-07 Maraz Mia , Mir Mehedi A. Pritom

The increasing use of Internet of Things (IoT) devices has led to a rise in security related concerns regarding IoT Networks. The surveillance cameras in IoT networks are vulnerable to security threats such as brute force and zero-day…

密码学与安全 · 计算机科学 2025-09-09 Umair Amjid , M. Umar Khan , S. A. Manan Kirmani

We share observations and challenges from an ongoing effort to implement Explainable AI (XAI) in a domain-specific workflow for cybersecurity analysts. Specifically, we briefly describe a preliminary case study on the use of XAI for source…

人机交互 · 计算机科学 2024-08-12 Ashley Suh , Harry Li , Caitlin Kenney , Kenneth Alperin , Steven R. Gomez

The Internet of Things (IoT) integrates billions of smart devices that can communicate with one another with minimal human intervention. It is one of the fastest developing fields in the history of computing, with an estimated 50 billion…

密码学与安全 · 计算机科学 2018-07-31 Mohammed Ali Al-Garadi , Amr Mohamed , Abdulla Al-Ali , Xiaojiang Du , Mohsen Guizani

The rapid growth of the Internet of Things (IoT) has revolutionized industries, enabling unprecedented connectivity and functionality. However, this expansion also increases vulnerabilities, exposing IoT networks to increasingly…

密码学与安全 · 计算机科学 2025-02-19 Md Ahnaf Akif , Ismail Butun , Andre Williams , Imadeldin Mahgoub

The Internet of Things (IoT) has altered living by controlling devices/things over the Internet. IoT has specified many smart solutions for daily problems, transforming cyber-physical systems (CPS) and other classical fields into smart…

信息论 · 计算机科学 2022-07-19 Mir Shahnawaz Ahmed , Shahid Mehraj Shah

Explainable AI (XAI) and interpretable machine learning methods help to build trust in model predictions and derived insights, yet also present a perverse incentive for analysts to manipulate XAI metrics to support pre-specified…

In various scenarios, achieving security between IoT devices is challenging since the devices may have different dedicated communication standards, resource constraints as well as various applications. In this article, we first provide…

密码学与安全 · 计算机科学 2017-09-20 Ruei-Hau Hsu , Jemin Lee , Tony Q. S. Quek , Jyh-Cheng Chen

While the deployment of large language models (LLMs) in high-value industries continues to expand, the systematic assessment of their safety against jailbreak and prompt-based attacks remains insufficient. Existing safety evaluation…

密码学与安全 · 计算机科学 2025-12-09 Xiuyuan Chen , Jian Zhao , Yuxiang He , Yuan Xun , Xinwei Liu , Yanshu Li , Huilin Zhou , Wei Cai , Ziyan Shi , Yuchen Yuan , Tianle Zhang , Chi Zhang , Xuelong Li

Autonomous AI agents powered by large language models (LLMs) with structured function-calling interfaces enable real-time data retrieval, computation, and multi-step orchestration. However, the rapid growth of plugins, connectors, and…

The rapid expansion of the industrial Internet of things (IIoT) has introduced new challenges in securing critical infrastructures against sophisticated cyberthreats. This study presents the development and evaluation of an advanced…

密码学与安全 · 计算机科学 2025-03-25 Afrah Gueriani , Hamza Kheddar , Ahmed Cherif Mazari

The rapid advancement of 6G wireless networks, IoT, and edge computing has significantly expanded the cyberattack surface, necessitating more intelligent and adaptive vulnerability detection mechanisms. Traditional security methods, while…

密码学与安全 · 计算机科学 2025-06-26 Shuo Yang , Xinran Zheng , Jinfeng Xu , Jinze Li , Danyang Song , Zheyu Chen , Edith C. H. Ngai

The Internet of Things (IoT) in the sixth generation (6G) era is envisioned to evolve towards intelligence, ubiquity, and self-optimization. Large language models (LLMs) have demonstrated remarkable generalization capabilities across…

新兴技术 · 计算机科学 2025-06-26 Xiaopei Chen , Wen Wu , Liang Li , Fei Ji

Explainable Artificial Intelligence (XAI) addresses the growing need for transparency and interpretability in AI systems, enabling trust and accountability in decision-making processes. This book offers a comprehensive guide to XAI,…

As the Internet of Things (IoT) continues to expand, ensuring the security of connected devices has become increasingly critical. Traditional Intrusion Detection Systems (IDS) often fall short in managing the dynamic and large-scale nature…

密码学与安全 · 计算机科学 2025-04-11 Saeid Jamshidi , Amin Nikanjam , Nafi Kawser Wazed , Foutse Khomh